The paper proves a new fast-rate PAC-Bayes generalization bound controlled by the empirical flatness of the posterior, using shifted Rademacher processes.
Simpler P AC-Bayesian bounds fo r hostile data
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Fast-rate PAC-Bayes Generalization Bounds via Shifted Rademacher Processes
The paper proves a new fast-rate PAC-Bayes generalization bound controlled by the empirical flatness of the posterior, using shifted Rademacher processes.